Pith Number

pith:BX2OEESE

pith:2023:BX2OEESEJ64CBHX6EATEMO4WGV

not attested not anchored not stored refs pending

A Survey on Large Language Models for Recommendation

Chen Zhu, Chuan Qin, Enhong Chen, Hao Wang, Hengshu Zhu, Hongchao Gu, Hui Xiong, Likang Wu, Qi Liu, Tingjia Shen, Zhaopeng Qiu, Zhi Zheng

arxiv:2305.19860 v5 · 2023-05-31 · cs.IR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BX2OEESEJ64CBHX6EATEMO4WGV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

10 papers in Pith

ShopX: A Foundation Model for Intent-to-Item Fulfillment in Agentic Shopping

Ocean4Rec: Offline LLM-Derived OCEAN Profiles for Request-Time VOD Reranking

SafeGEO: Understanding Generative Engine Optimization Risks in Recommendation Agents

Fortress: A Case Study in Stabilizing Search Recommendations via Temporal Data Augmentation and Feature Pruning

A Survey of Personalized Federated Foundation Models for Privacy-Preserving Recommendation

Receipt and verification

First computed	2026-07-05T08:33:30.548711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0df4e212444fb8209efe2026463b963546b41a0db71d32c8ba55f730b06a5c4d

Aliases

arxiv: 2305.19860 · arxiv_version: 2305.19860v5 · doi: 10.48550/arxiv.2305.19860 · pith_short_12: BX2OEESEJ64C · pith_short_16: BX2OEESEJ64CBHX6 · pith_short_8: BX2OEESE

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/BX2OEESEJ64CBHX6EATEMO4WGV \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 0df4e212444fb8209efe2026463b963546b41a0db71d32c8ba55f730b06a5c4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e70228c6078643a7492b42e275bdd96f949f52427ccf7366ccc3da4675aabfb6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-05-31T13:51:26Z",
    "title_canon_sha256": "d311bf52ba2c8f9b077e1a187b8e2d97e003e694dce37b1d298904325d78f65c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.19860",
    "kind": "arxiv",
    "version": 5
  }
}